文件名称:
Practical.Hadoop.Migration.1484212886
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文件大小: 12mb
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上传时间: 2016-08-19
详细说明： Practical Hadoop Migration: How to Integrate Your RDBMS with the Hadoop Ecosystem and Re-Architect Relational Applications to NoSQL Re-architect relational applications to NoSQL, integrate relational database management systems with the Hadoop ecosystem, and tr ansform and migrate relational data to and from Hadoop components. This book covers the best-practice design approaches to re-architecting your relational applications and transforming your relational data to optimize concurrency, security, denormalization, and performance. Winner of IBM’s 2012 Gerstner Award for his implementation of big data and data warehouse initiatives and author of Practical Hadoop Security, author Bhushan Lakhe walks you through the entire transition process. First, he lays out the criteria for deciding what blend of re-architecting, migration, and integration between RDBMS and HDFS best meets your transition objectives. Then he demonstrates how to design your transition model. Lakhe proceeds to cover the selection criteria for ETL tools, the implementation steps for migration with SQOOP- and Flume-based data transfers, and transition optimization techniques for tuning partitions, scheduling aggregations, and redesigning ETL. Finally, he assesses the pros and cons of data lakes and Lambda architecture as integrative solutions and illustrates their implementation with real-world case studies. Hadoop/NoSQL solutions do not offer by default certain relational technology features such as role-based access control, locking for concurrent updates, and various tools for measuring and enhancing performance. Practical Hadoop Migration shows how to use open-source tools to emulate such relational functionalities in Hadoop ecosystem components. What You'll Learn The requirements and design methodologies of relational data and NoSQL models How to decide whether you should migrate your relational applications to big data technologies or integrate them How to transition your relational applications to Hadoop/NoSQL platforms in terms of logical design and physical implementation RDBMS-to-HDFS integration, data transformation, and optimization techniques The situations in which Lambda architecture and data lake solutions should be considered How to select and implement Hadoop-based components and applications to speed transition, optimize integrated performance, and emulate relational functionalities Who This Book Is For The primary readership for Practical Hadoop Migration is database developers, database administrators, enterprise architects, Hadoop/NoSQL developers, and IT leaders. Its secondary readership is project and program managers and advanced students of database and management information systems. Table of Contents Chapter 1: RDBMS Meets Hadoop: Integrating, Re-Architecting, and Transitioning Part I: Relational Database Management Systems: A Review of Design Principles, Models and Best Practices Chapter 2: Understanding RDBMS Design Principles Chapter 3: Using SSADM for Relational Design Chapter 4: RDBMS Design and Implementation Tools Part II: Hadoop: A Review of the Hadoop Ecosystem, NoSQL Design Principles and Best Practices Chapter 5: The Hadoop Ecosystem Chapter 6: Re-Architecting for NoSQL: Design Principles, Models and Best Practices Part III: Integrating Relational Database Management Systems with the Hadoop Distributed File System Chapter 7: Data Lake Integration Design Principles Chapter 8: Implementing SQOOP and Flume-based Data Transfers Part IV: Transitioning from Relational to NoSQL Design Models Chapter 9: Lambda Architecture for Real-time Hadoop Applications Chapter 10: Implementing and Optimizing the Transition Part V: Case Study for Designing and Implementing a Hadoop-based Solution Chapter 11: Case Study: Implementing Lambda Architecture ...展开收缩
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